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Market around knowledge_rag

Local RAG system for Claude Code with hybrid search, cross-encoder reranking, 13 MCP tools, and 20 format parsers. Runs entirely on-device with zero external servers.

Visit pypi.org ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Knowledge Rag · Pro
No Pro plan
—
Pro-MCP server median
$26
across 5 priced MCP servers
vs Pro MCP servers
No comparison
Knowledge Rag doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
57th pctile
101 strong substitutes
Price momentum · 30d
Flat
MCP servers · Pro median
$26/mo
5 priced · $16.58–$29 mid 50%
Price spectrum · Pro plans · 4 of 7 providers priced · log scale · $5 → $29/mo
MCP servers◻ shaded = middle 50% · line = median (all types)Knowledge Rag has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches Knowledge Rag's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

MMCP servers45Ranked by relevance
knowledge_ragthis listing
● MCP · relevance 100%
no public price
synorive
● MCP · relevance 79%
no public price
synapse
● MCP · relevance 77%
no public price
Claudemon
● MCP · relevance 76%
no public price
cyxj_groksearch
● MCP · relevance 75%
no public price
agent_library
● MCP · relevance 75%
no public price
longhand
● MCP · relevance 75%
$26/mo Pro
0% vs Pro median
MCP RAG Server
● MCP · relevance 74%
no public price
agent_fusion
● MCP · relevance 74%
no public price
MCP Toolserver
● MCP · relevance 74%
no public price
zai_web_search_mcp
● MCP · relevance 74%
no Pro plan
entry $18/mo
rtfm
● MCP · relevance 74%
no public price
houtini_mcp_tools
● MCP · relevance 74%
no public price
pseudolife_mcp
● MCP · relevance 74%
no public price
thimiko
● MCP · relevance 73%
no public price
research_oyster
● MCP · relevance 73%
no public price
Agent Knowledge Memory Wiki
● MCP · relevance 73%
no public price
MCP Memory Server
● MCP · relevance 73%
no public price
serper_dev_mcp
● MCP · relevance 73%
no public price
claude_code_session_mcp
● MCP · relevance 73%
no public price
mcp_perplexity_server
● MCP · relevance 73%
no public price
claude_mem_lite
● MCP · relevance 72%
no public price
memex_mvp
● MCP · relevance 72%
no public price
CC Code MCP
● MCP · relevance 72%
no public price
mcp-docs-ask
● MCP · relevance 72%
no public price
token_optimizer_mcp
● MCP · relevance 72%
no public price
VeloxRAG
● MCP · relevance 71%
no public price
claude_to_agy
● MCP · relevance 71%
no public price
mnemo_2
● MCP · relevance 71%
no public price
Phonotheca MCP Server
● MCP · relevance 71%
$29/mo Pro
+12% vs Pro median
SW
swarmrails
● MCP · relevance 71%
no Pro plan
entry $10/mo
calibremcp
● MCP · relevance 71%
no public price
novada_mcp
● MCP · relevance 71%
no public price
a2asearch_mcp
● MCP · relevance 71%
no public price
claude_memory_mcp_2
● MCP · relevance 71%
no public price
memoryos
● MCP · relevance 71%
$16.58/mo Pro
-36% vs Pro median
omniclip_rag
● MCP · relevance 71%
no public price
code_graph_rag
● MCP · relevance 71%
no public price
mad_lit
● MCP · relevance 70%
$5/mo Pro
-81% vs Pro median
marktplaats_mcp
● MCP · relevance 70%
no public price
claude_projects_mcp_server
● MCP · relevance 70%
no public price
chat-recall
● MCP · relevance 70%
no Pro plan
entry $10/mo
global_agent_memory
● MCP · relevance 70%
no public price
cortex_3
● MCP · relevance 70%
no public price
mem0_mcp_selfhosted
● MCP · relevance 70%
no public price
OOther4Ranked by relevance
Local RAG MCP
● OTHER · relevance 75%
no public price
agent_scout
● OTHER · relevance 72%
no public price
claude_graph_memory
● OTHER · relevance 72%
no public price
chatcrystal
● OTHER · relevance 71%
no public price
AAgents1Ranked by relevance
Notion AI Hub
● AGENT · relevance 73%
no public price

Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.